BANGKOK—Thailand's military junta is moving to extend its control over the nation's powerful state-owned enterprises, a formidable economic sector that has been a crucial arena for Thailand's power struggles in recent years.

The nation's generals, who took power in a coup last month, have stopped short of an outright seizure of the nation's 56 state-owned companies, which include Thai Airways International PCL and oil-and-gas...